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Ling-3.0-tiny-IQ4_XS:latest

OLLAMA GGUF

bailingmoe3 · 7.9B · IQ4_XS

Excellent

Aug 30, 2026 · Intel Core™ i7-7700HQ

google/gemma-4-12b-it-qat

LM-STUDIO GGUF

gemma4 · 12B · Q4_0

Good

Jun 29, 2026 · Intel Gen Intel® Core™ i9-11900H

Global Score
87 vs 74
Hardware Fit
100 vs 46
Quality Score
82 vs 86

Hardware

Ling-3.0-tiny-IQ4_… google/gemma-4-12b…
MachineASUSTeK COMPUTER INC. GL702VMKDocker Container
CPUIntel Core™ i7-7700HQIntel Gen Intel® Core™ i9-11900H
Cores816
RAM16 GB15 GB
GPUNVIDIA GeForce GTX 1060TigerLake-H GT1 [UHD Graphics]
OSMicrosoft Windows 11 Home 10.0.26200Ubuntu 26.04 LTS
Archx64x64
Power Modebalancedperformance

Performance

Ling-3.0-tiny-IQ4_… google/gemma-4-12b…
Tokens/sec24.75.0
First chunk283 ms64 ms
TTFT283 ms5.5 s
Load time45.8 s9.5 s
Memory usage4.3 GB0.0 GB
Memory %27%0%

HW Fit Score Breakdown

Ling-3.0-tiny-IQ4_XS:la…

Speed
50/50
TTFT
20/20
Memory
30/30

google/gemma-4-12b-it-qat

Speed
9/50
TTFT
7/20
Memory
30/30

Quality

Ling-3.0-tiny-IQ4_XS:la…

Reasoning
17/20
Coding
18/20
Instruction
14/20
Structured
15/15
Math
9/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Adequate Multilingual: Strong

google/gemma-4-12b-it-qat

Reasoning
16/20
Coding
19/20
Instruction
16/20
Structured
15/15
Math
11/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong
View Ling-3.0-tiny-IQ4_… details | View google/gemma-4-12b… details

Run yours and compare

$ npm install -g metrillm@latest
$ metrillm

Requires Node 20+ and Ollama or LM Studio running

Or run without installing: npx metrillm@latest